DeepSeek在数据分析与科学计算中的革命性应用
1. 数据预处理自动化
1.1 智能数据清洗
from deepseek import DataCleaner
import pandas as pddef auto_clean_data(df):cleaner = DataCleaner()analysis = cleaner.analyze(df)print("数据问题诊断:")for issue in analysis['issues']:print(f"- {issue['type']}: {issue['description']}")# 自动应用推荐的清洗方案cleaned_df = cleaner.clean(df=df,strategies=analysis['recommended_strategies'])return cleaned_df# 示例数据
data = {'age': [25, None, 35, -1, 50],'income': [50000, 60000, None, 75000, '100k'],'email': ['a@b.com', 'invalid', 'c@d.